Real ChatGPT answer · index seedxSq94ryWH9wcompleteFinance and banking · retirement accountscommercial

How do I start a Roth IRA as a twenty-two year old and what are the best low-cost index funds to buy right now?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I start a Roth IRA as a twenty-two year old and what are the best low-cost index funds to buy right now?
3 real searches · 1 real-search pass
2026 Roth IRA contribution limit IRS 2026 income phase out officialGoogle ↗
OBSERVEDReason
Fidelity ZERO index funds FZROX expense ratio FXAIX expense ratio official 2026Google ↗
OBSERVEDConsequence
Vanguard VTI VXUS BND expense ratios official 2026Google ↗
OBSERVEDConsequence

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (3)
Short factOther / navigationalComparisonConsequence67%Reason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
2026 Roth IRA contribution limit IRS 2026 income phase out official Google ↗
Fidelity ZERO index funds FZROX expense ratio FXAIX expense ratio official 2026 Google ↗
Vanguard VTI VXUS BND expense ratios official 2026 Google ↗
  1. Open a Fidelity Roth IRA · fidelity.com
  2. Open a Schwab Roth IRA · schwab.com
  3. Open a Vanguard Roth IRA · investor.vanguard.com
  4. Retirement topics - IRA contribution limits · irs.gov
  5. Contribute to Your IRA | Save For Retirement · fidelity.com
  6. No minimum investment mutual funds · fidelity.com
  7. VTI · advisors.vanguard.com
  8. FXAIX Summary · schwab.wallst.com
  9. Vanguard Investment Products List · investor.vanguard.com
  10. BND · advisors.vanguard.com
  11. 12 Best Fidelity Index Funds in 2026 · nerdwallet.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Roth IRA contribution limit IRS 2026 income phase out official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Fidelity ZERO index funds FZROX expense ratio FXAIX expense ratio official 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Vanguard VTI VXUS BND expense ratios official 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1